Electric vehicles (EVs) have emerged as a promising trend for future development. Serving as the core energy source for EVs, lithium-ion batteries offer advantages. Accurate SoC estimation is vital ...

In this course, you will learn how to implement different state-of-charge estimation methods and to evaluate their relative merits. Prior knowledge needed: ECEA 5730, ECEA 5731, a Bachelor’s degree in ...

Lithium-ion batteries are pivotal for the operation of electric vehicles, providing energy storage that supports both performance and safety. The state of charge (SOC), a key metric denoting remaining ...

Kalman filters have long stood as a cornerstone in the field of target tracking and state estimation, providing an optimally recursive solution for estimating the state of dynamic systems in the ...

For the main energy storage system for EVs, Li-ion batteries are extensively applied owing to their excellent overall performance The safe and efficient operation of the electric vehicle significantly ...

This course introduces the Kalman filter as a method that can solve problems related to estimating the hidden internal state of a dynamic system. It develops the background theoretical topics in state ...